
R version 3.5.2 (2018-12-20) -- "Eggshell Igloo"
Copyright (C) 2018 The R Foundation for Statistical Computing
Platform: x86_64-apple-darwin15.6.0 (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

  Natural language support but running in an English locale

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

[Previously saved workspace restored]

> ## palette MM Likert outcome using black distractor photos
> ## only target photos used for analysis
> ##
> ## August 7, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(229902)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1B", "P2B"),]
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q329", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> a4.M2.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.07,
+                          verbose=10000, seed=30092
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   5.15558
   0.57716
   3.98050
  -0.54911
   1.77861
   1.16283
   0.39806
  -1.80755
   1.23838
   1.50588
  -1.02644
   2.02272
  -1.23119
  -1.39912
   0.73409
   2.10372
   0.25241
  -1.97067
  -0.48423
  -0.21244
   0.28159
   1.44266
   2.31854
   0.51620
  -4.85486
  -4.42617
  -4.35568
  -5.53134
  -2.92761
  -4.57890
  -5.16780
  -5.06047
  -6.25374
  -5.17556
  -4.85798
  -5.42257
  -6.26715
  -5.75650
  -5.14766
  -6.02539
  -3.79829
  -4.87414
  -5.14911
  -3.68109
  -5.37533
  -4.83137
  -3.96207
  -5.21018
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.57380
   0.81041
   4.48569
  -0.31789
   1.95001
   1.70545
   1.09290
  -1.06066
   1.83988
   2.15329
  -0.26944
   2.24068
  -1.05736
  -1.05031
   1.38737
   2.48619
   0.88980
  -1.16618
  -0.11637
   0.32176
   0.43983
   1.78090
   2.95594
   0.88620
  -5.14261
  -3.65230
  -3.48027
  -4.89239
  -2.28112
  -3.76578
  -4.53422
  -4.74429
  -5.27422
  -4.07875
  -3.93034
  -4.39501
  -5.56838
  -5.75677
  -4.31882
  -5.47112
  -3.63079
  -4.62588
  -4.90917
  -3.31035
  -4.79530
  -4.46366
  -3.09725
  -4.08106
Metropolis acceptance rate for gamma = 0.22398



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.79534
   1.26917
   4.29113
  -0.69128
   1.85751
   1.67363
   0.74942
  -1.44847
   1.18962
   1.97456
  -0.31583
   2.38380
  -1.18406
  -0.78754
   0.69661
   1.79687
   0.77593
  -2.07796
   0.16037
  -0.25278
   0.50716
   1.70024
   2.50865
   0.65864
  -4.76221
  -4.07968
  -4.38157
  -5.51109
  -2.61603
  -4.27900
  -4.84544
  -4.94348
  -6.03655
  -4.70198
  -4.66124
  -5.10865
  -6.37710
  -6.19795
  -4.80977
  -5.60045
  -3.96241
  -4.19876
  -4.48324
  -3.83138
  -5.31347
  -4.68875
  -3.36028
  -4.80641
Metropolis acceptance rate for gamma = 0.22184



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.55794
   1.33555
   3.68621
  -0.91822
   1.68789
   1.28211
   0.57316
  -2.50418
   1.32805
   2.11028
  -1.18098
   2.19020
  -1.08982
  -1.13898
   0.67909
   1.79839
   0.66253
  -1.81369
  -0.74713
  -0.36200
   0.36641
   1.69904
   2.32814
   0.12007
  -4.45328
  -4.17028
  -3.67436
  -4.48112
  -2.84599
  -3.80001
  -4.81522
  -4.74166
  -5.50034
  -4.58952
  -4.32564
  -4.48137
  -5.24993
  -5.95394
  -4.65407
  -5.24961
  -3.18814
  -4.03085
  -4.14366
  -3.75463
  -4.29794
  -4.81869
  -3.27354
  -4.78060
Metropolis acceptance rate for gamma = 0.21909



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.57391
   0.71153
   3.88470
  -0.57428
   1.85235
   1.25063
   0.66841
  -1.26733
   1.12751
   1.81648
  -0.80771
   2.30293
  -0.81905
  -0.96378
   0.89420
   1.87760
   0.83453
  -1.85551
  -0.12474
  -0.14527
   0.67201
   1.50108
   2.46145
   0.91864
  -4.92749
  -3.81399
  -4.18332
  -5.62179
  -2.69214
  -3.79428
  -4.73710
  -4.98371
  -5.27188
  -4.33915
  -4.02685
  -4.60704
  -5.15040
  -6.22107
  -4.21994
  -4.70887
  -3.28176
  -4.01491
  -4.46047
  -3.80233
  -4.58633
  -4.61300
  -3.27642
  -4.37537
Metropolis acceptance rate for gamma = 0.21824



MCMCoprobit iteration 50001 of 1050000 
beta = 
   5.07794
   0.59230
   3.73572
  -0.54811
   1.27073
   0.82311
   0.52880
  -1.28621
   0.82907
   2.14979
  -1.20361
   1.56499
  -1.18532
  -1.41595
   0.68277
   1.44388
   0.17668
  -2.07399
  -0.56749
  -0.00704
   0.23009
   1.17084
   2.10773
   0.45736
  -4.89668
  -4.09902
  -3.94792
  -5.90718
  -3.03184
  -4.27221
  -4.76756
  -4.74720
  -6.22510
  -4.73245
  -4.69637
  -4.72452
  -5.74886
  -6.02703
  -4.98691
  -5.37631
  -3.37528
  -5.44218
  -5.07287
  -3.97397
  -4.69046
  -5.08143
  -3.55952
  -4.98233
Metropolis acceptance rate for gamma = 0.21796



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.35978
   1.02998
   4.50786
  -0.78449
   1.90610
   1.98389
   0.86601
  -1.67505
   1.83476
   2.57857
   0.02393
   2.33422
  -0.68267
  -0.36848
   1.44608
   2.08765
   0.74728
  -1.66971
   0.23595
   0.63419
   0.53700
   1.70298
   2.68420
   1.03081
  -4.41312
  -3.66856
  -4.06829
  -4.76607
  -2.57721
  -3.86361
  -4.70121
  -4.53952
  -5.68228
  -4.20155
  -3.91650
  -4.18146
  -5.65509
  -6.07141
  -4.01050
  -4.87319
  -3.41949
  -3.98579
  -4.38970
  -3.82541
  -4.55718
  -4.02079
  -3.05079
  -4.09763
Metropolis acceptance rate for gamma = 0.21786



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.73216
   0.71181
   4.13259
  -0.44512
   1.58354
   1.22973
   0.55881
  -1.24772
   1.25450
   1.90086
  -0.17139
   1.83316
  -0.98915
  -0.59731
   1.06467
   1.98015
   0.34966
  -1.63122
  -0.10945
  -0.39421
   0.57582
   2.01995
   2.56992
   0.52109
  -4.28558
  -3.97895
  -3.85299
  -5.18555
  -2.82368
  -4.36144
  -4.82824
  -4.45513
  -6.30472
  -4.41329
  -4.67252
  -4.41893
  -4.98142
  -5.63963
  -3.90497
  -5.43833
  -3.58925
  -4.44111
  -4.54348
  -4.03987
  -4.90781
  -4.52814
  -3.77731
  -4.12724
Metropolis acceptance rate for gamma = 0.21840



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.38036
   1.31472
   4.04162
  -0.80091
   1.69570
   1.17621
   0.98284
  -1.86131
   1.90893
   2.20356
  -0.37156
   2.55024
  -0.90546
  -0.58261
   1.19319
   2.08202
   0.60457
  -1.52126
  -0.06238
  -0.22775
   0.22632
   1.71993
   2.46455
   0.30197
  -4.50875
  -3.64877
  -3.44120
  -5.11753
  -2.60357
  -3.95413
  -4.34839
  -4.24635
  -6.15973
  -4.09177
  -4.02511
  -4.00587
  -5.69564
  -5.78769
  -3.78079
  -4.71179
  -2.55005
  -4.73994
  -4.32158
  -3.32365
  -4.87029
  -3.94973
  -2.98212
  -4.19343
Metropolis acceptance rate for gamma = 0.21943



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.83336
   0.91768
   4.13573
  -1.05832
   1.52736
   1.29241
   0.83628
  -1.66249
   1.53190
   1.86379
  -0.62594
   2.14552
  -0.98763
  -1.03778
   0.72115
   1.64325
   0.30578
  -1.70321
  -0.05848
  -0.07885
   0.11869
   1.29721
   2.18310
   0.29190
  -4.47825
  -4.34963
  -3.89020
  -5.37717
  -3.06529
  -3.70764
  -5.07550
  -4.86982
  -6.74442
  -4.92022
  -4.36196
  -5.03854
  -5.38699
  -5.71867
  -3.92849
  -6.08465
  -3.50167
  -4.30740
  -4.93286
  -3.85089
  -5.21426
  -4.45841
  -3.15761
  -4.66770
Metropolis acceptance rate for gamma = 0.21859



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.65325
   0.45691
   4.51653
  -1.01590
   2.18846
   1.53003
   0.40262
  -1.73851
   1.20183
   2.06537
  -0.62064
   1.79484
  -0.92809
  -0.85024
   0.56055
   2.01345
   0.41676
  -1.90219
  -0.38206
   0.15283
   0.42653
   1.72480
   2.31586
   0.62323
  -4.51940
  -3.87932
  -3.87012
  -5.01764
  -2.95983
  -4.01687
  -5.22321
  -5.41547
  -5.58556
  -4.25584
  -4.38639
  -4.71365
  -5.18580
  -5.92302
  -4.22056
  -5.40329
  -3.41355
  -3.99520
  -4.34497
  -3.48445
  -4.21242
  -4.51639
  -3.50116
  -4.52967
Metropolis acceptance rate for gamma = 0.21873



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.66610
   0.67368
   4.29096
  -0.61281
   1.66864
   1.81132
   0.73924
  -1.55957
   1.24162
   1.91260
  -0.36944
   2.20119
  -1.26025
  -1.17265
   1.06096
   1.61277
   0.72054
  -1.95717
   0.06925
  -0.20378
   0.27633
   1.84149
   2.49043
   0.54835
  -4.51905
  -4.18395
  -4.35153
  -5.23605
  -2.67907
  -3.69326
  -4.45927
  -4.88657
  -6.26945
  -3.90125
  -4.26938
  -4.17731
  -5.60639
  -6.81882
  -4.20195
  -5.19102
  -2.86826
  -4.14501
  -4.80968
  -3.82345
  -4.60977
  -4.96945
  -3.40106
  -4.75817
Metropolis acceptance rate for gamma = 0.21931



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.19992
   0.60385
   4.06215
  -0.33411
   1.57606
   1.93412
   0.53397
  -1.04026
   1.33799
   2.41160
  -0.44806
   2.07685
  -0.61412
  -1.06776
   1.06995
   1.69806
   0.67035
  -1.51271
  -0.27527
   0.16017
   0.44466
   1.72592
   2.81750
   0.61328
  -4.66266
  -3.60739
  -3.33990
  -5.11783
  -2.30352
  -3.30986
  -4.37812
  -4.18670
  -5.85540
  -3.99471
  -3.60751
  -4.50721
  -5.33784
  -5.15403
  -3.53377
  -5.17492
  -3.42646
  -3.59935
  -3.63287
  -3.39951
  -4.28092
  -3.94989
  -3.16383
  -3.76027
Metropolis acceptance rate for gamma = 0.21907



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.73537
   0.44110
   4.59752
  -0.76320
   1.71414
   1.41576
   0.67167
  -1.43268
   1.65397
   1.92701
  -0.95463
   2.03916
  -1.12163
  -0.56883
   0.99149
   1.95532
   0.49146
  -1.62694
  -0.62128
  -0.22172
   0.97560
   1.84029
   2.59115
   0.73535
  -4.87770
  -4.15622
  -3.85499
  -5.14140
  -2.94761
  -3.64603
  -4.23348
  -4.63486
  -5.54842
  -4.49038
  -4.39688
  -4.27585
  -5.82153
  -5.48023
  -4.76224
  -4.81351
  -3.92678
  -4.56662
  -4.95099
  -3.66007
  -4.56204
  -4.32599
  -3.66653
  -4.37832
Metropolis acceptance rate for gamma = 0.21944



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.23662
   1.07903
   4.48625
  -0.59398
   1.89120
   1.75865
   0.60835
  -1.33340
   1.52916
   1.76411
  -0.11330
   2.04641
  -0.50645
  -0.91560
   0.48684
   2.02496
   1.14140
  -1.55867
   0.16364
   0.26804
   0.78516
   2.16758
   2.46949
   0.53048
  -4.27030
  -3.16893
  -3.32133
  -5.05083
  -2.21194
  -3.67406
  -4.36373
  -4.85277
  -5.81652
  -3.98860
  -3.51399
  -3.97425
  -5.12902
  -5.10389
  -3.98667
  -4.76385
  -2.39114
  -4.44156
  -4.35474
  -3.20228
  -4.28768
  -4.03336
  -3.18697
  -4.19211
Metropolis acceptance rate for gamma = 0.21944



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.83610
   0.77777
   4.17399
  -0.84115
   1.25270
   1.97914
   0.65814
  -1.47142
   1.33755
   2.10423
  -0.40068
   1.80231
  -0.91419
  -0.87823
   0.99102
   1.79640
   0.27343
  -1.53303
  -0.27509
   0.06059
   0.90014
   1.80912
   2.14208
   0.32392
  -4.26115
  -4.09905
  -3.72754
  -6.08811
  -2.82215
  -4.49029
  -5.24831
  -4.91382
  -5.99275
  -4.77280
  -4.53367
  -4.60919
  -5.64663
  -5.40816
  -4.19440
  -5.24078
  -3.34054
  -4.31805
  -4.80061
  -3.61425
  -5.30477
  -4.70166
  -3.59314
  -4.32347
Metropolis acceptance rate for gamma = 0.21919



MCMCoprobit iteration 160001 of 1050000 
beta = 
   5.13772
   0.73097
   4.08868
  -0.99500
   1.66320
   1.42765
   0.36915
  -1.59135
   0.77059
   1.72469
  -0.63056
   1.57747
  -0.95983
  -0.91502
   0.58260
   2.10323
   0.35179
  -1.70606
  -0.14204
  -0.46715
   0.56958
   1.49714
   2.22266
   0.39416
  -5.32903
  -4.31902
  -4.62734
  -5.52427
  -2.77703
  -4.11605
  -4.91411
  -4.57112
  -6.52244
  -5.02798
  -5.12137
  -4.80420
  -5.82779
  -5.89313
  -5.28856
  -6.14671
  -4.08020
  -4.66275
  -4.64841
  -3.80520
  -5.45320
  -5.03497
  -3.79436
  -5.01844
Metropolis acceptance rate for gamma = 0.21938



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.49900
   0.79774
   4.25666
  -0.66168
   1.63379
   1.94206
   1.06288
  -1.28164
   1.31104
   2.30272
  -0.30650
   1.81188
  -0.39682
  -0.72834
   0.82552
   2.24820
   0.63385
  -1.31820
   0.60160
   0.84615
   0.28459
   1.94414
   2.96848
   0.77311
  -4.44560
  -3.99276
  -3.76036
  -4.71471
  -2.63870
  -4.02682
  -5.21956
  -4.87983
  -6.50654
  -4.66697
  -3.77119
  -4.05366
  -5.26949
  -5.47372
  -4.01397
  -5.21203
  -2.98017
  -4.16464
  -4.47770
  -3.60097
  -4.53347
  -4.44445
  -3.12724
  -4.14316
Metropolis acceptance rate for gamma = 0.22003



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.65416
   0.98015
   3.99631
  -0.60768
   1.43225
   1.56294
   0.44422
  -1.68298
   1.41978
   1.76487
  -1.11015
   1.94494
  -1.11581
  -0.84721
   0.99046
   1.86044
   0.67208
  -2.21307
  -0.49873
  -0.01326
   0.24440
   2.40018
   2.00376
   0.21187
  -4.66248
  -3.97183
  -3.78861
  -5.83175
  -2.71046
  -3.84985
  -4.52741
  -5.27053
  -6.01583
  -4.13903
  -4.24843
  -4.72004
  -6.25512
  -5.60720
  -4.73005
  -5.29869
  -2.91563
  -4.26264
  -4.23407
  -3.60314
  -5.55125
  -4.73960
  -3.77162
  -4.30827
Metropolis acceptance rate for gamma = 0.21964



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.39772
   0.40075
   4.16132
  -1.07056
   1.71997
   1.35511
   0.52148
  -1.45208
   1.54477
   1.86315
  -0.70502
   1.62390
  -0.92855
  -0.71767
   0.98867
   1.55170
   0.19327
  -1.76628
  -0.61364
  -0.09744
   0.29176
   1.88786
   2.02451
   0.56831
  -4.44322
  -3.83317
  -4.26927
  -5.53015
  -2.41251
  -3.65848
  -4.32069
  -4.41706
  -5.69172
  -4.72940
  -3.94510
  -4.61917
  -5.53122
  -4.53665
  -4.43903
  -5.08905
  -3.03114
  -3.69759
  -3.91443
  -3.37547
  -4.20968
  -4.04206
  -3.53471
  -3.65656
Metropolis acceptance rate for gamma = 0.21931



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.82293
   0.97922
   4.28054
  -0.79907
   1.72908
   1.46492
   0.70783
  -1.33721
   1.21188
   2.16205
  -0.19296
   1.84703
  -1.10595
  -0.84240
   1.01464
   1.69914
   0.63224
  -1.75129
  -0.01550
  -0.13859
   0.61953
   2.02192
   2.41310
   0.66545
  -4.49058
  -4.26999
  -4.41166
  -4.90739
  -2.53136
  -4.57318
  -4.67885
  -5.28194
  -6.20250
  -4.25782
  -4.53590
  -5.19773
  -6.02697
  -5.92614
  -4.54237
  -5.54202
  -2.99639
  -4.66297
  -4.24471
  -3.82947
  -5.01027
  -4.92841
  -3.95238
  -4.49184
Metropolis acceptance rate for gamma = 0.21946



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.63257
   0.85814
   4.22487
  -0.34462
   1.94774
   1.32022
   0.71792
  -1.49778
   1.54408
   1.48010
  -0.41128
   1.85380
  -0.81715
  -0.69147
   0.69095
   2.00658
   0.46663
  -1.88828
  -0.64390
  -0.15702
   0.75113
   1.59723
   2.29508
   0.22639
  -3.85718
  -3.80861
  -4.04037
  -4.70046
  -2.53464
  -3.67220
  -5.05255
  -5.06991
  -5.86741
  -4.45936
  -4.40471
  -4.28586
  -5.66257
  -5.83228
  -4.50173
  -5.41865
  -3.45728
  -3.98002
  -4.84486
  -3.56496
  -4.69469
  -4.62500
  -3.50830
  -3.90296
Metropolis acceptance rate for gamma = 0.21945



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.82558
   0.75702
   3.65206
  -0.85820
   1.10972
   1.33159
   0.53254
  -1.75929
   1.18080
   2.30950
  -0.66743
   1.83989
  -0.82149
  -1.09136
   0.77663
   1.69765
   0.62875
  -2.01861
  -0.49760
  -0.11886
   0.69105
   1.73251
   2.27489
   0.49336
  -5.23543
  -3.91380
  -3.77028
  -5.45254
  -3.08925
  -4.34792
  -4.62251
  -4.92590
  -6.39610
  -4.64749
  -4.21141
  -4.73515
  -6.00535
  -6.39770
  -4.69788
  -5.61610
  -2.84817
  -4.46813
  -4.59054
  -4.19524
  -5.36717
  -4.88459
  -3.30138
  -4.47330
Metropolis acceptance rate for gamma = 0.21959



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.64514
   0.41574
   4.07717
  -0.38609
   1.63936
   1.27496
   0.56571
  -1.65123
   1.14866
   1.83324
  -0.86534
   2.21818
  -0.96855
  -1.03635
   0.74602
   1.86672
   0.71264
  -1.88174
  -0.45784
  -0.17945
   0.42114
   1.59465
   2.30408
   0.27371
  -4.39625
  -3.78666
  -3.64435
  -5.12106
  -2.45691
  -3.84526
  -4.63001
  -4.45181
  -5.77015
  -4.21901
  -4.07780
  -5.12071
  -5.56169
  -5.70408
  -4.61159
  -5.01445
  -3.51474
  -4.47666
  -4.26193
  -3.55495
  -4.89221
  -4.60618
  -3.74619
  -4.77103
Metropolis acceptance rate for gamma = 0.21986



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.69166
   0.92685
   4.61543
  -0.90016
   1.37778
   1.48432
   0.60159
  -1.52807
   1.25102
   1.97773
  -0.66767
   1.92511
  -1.43605
  -1.00488
   1.06844
   2.02122
   0.26518
  -1.51183
   0.39669
  -0.03042
   0.69612
   1.41642
   2.21097
   0.51788
  -4.53702
  -4.24740
  -4.05408
  -5.10486
  -2.92130
  -3.41827
  -4.49299
  -4.63809
  -5.60584
  -4.26330
  -4.27742
  -4.62826
  -6.48286
  -6.02010
  -4.21568
  -4.89693
  -3.11851
  -3.97450
  -4.39632
  -3.49198
  -4.81997
  -4.11667
  -3.61942
  -4.55534
Metropolis acceptance rate for gamma = 0.22016



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.59097
   1.34692
   4.48997
  -0.50351
   2.34926
   1.60766
   0.96916
  -1.56555
   1.68263
   2.00893
   0.07159
   2.87209
  -0.65974
  -0.93218
   1.44177
   2.44028
   1.02682
  -1.78454
   0.33651
   0.16214
   0.98637
   1.85973
   2.87730
   0.59720
  -4.48202
  -3.87963
  -3.56061
  -5.08760
  -2.52412
  -3.90073
  -4.39813
  -4.79238
  -5.58514
  -4.76486
  -4.02073
  -4.50060
  -5.50724
  -5.77701
  -4.66342
  -5.18511
  -3.53515
  -3.76098
  -4.10414
  -3.83407
  -4.39808
  -4.28077
  -3.23827
  -4.09994
Metropolis acceptance rate for gamma = 0.22066



MCMCoprobit iteration 260001 of 1050000 
beta = 
   5.07116
   0.42425
   3.33711
  -1.12071
   0.90252
   1.32588
   0.47791
  -2.23567
   0.91009
   1.65953
  -0.83488
   1.51175
  -1.53591
  -1.40490
   0.38355
   1.62668
   0.24984
  -2.88648
  -0.30078
  -0.61370
   0.15387
   1.12733
   1.89842
   0.18722
  -4.97603
  -4.26871
  -4.53033
  -5.75631
  -3.13985
  -4.07363
  -5.24569
  -5.28659
  -6.28522
  -5.12877
  -4.96116
  -4.99860
  -5.72838
  -6.00918
  -4.65815
  -5.38701
  -4.24013
  -4.60090
  -5.06666
  -4.03737
  -5.18724
  -5.07696
  -3.58212
  -4.75576
Metropolis acceptance rate for gamma = 0.22072



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.72140
   0.22427
   3.67908
  -0.95263
   1.24824
   1.18017
   0.31873
  -1.87472
   1.07435
   1.44897
  -1.05673
   1.68325
  -1.41567
  -1.34199
   0.77706
   1.60336
  -0.26923
  -2.59766
  -0.85510
  -0.48739
   0.26085
   0.77270
   2.09151
   0.36391
  -4.71349
  -3.88564
  -3.44829
  -5.34378
  -3.08219
  -4.03940
  -5.27254
  -4.79965
  -6.01917
  -4.35632
  -4.30634
  -5.05082
  -5.98469
  -5.52921
  -4.12583
  -5.64122
  -3.59028
  -4.41864
  -4.86963
  -4.16650
  -5.11685
  -4.44288
  -3.56933
  -4.87720
Metropolis acceptance rate for gamma = 0.22083



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.53096
   0.28965
   3.81096
  -0.61249
   1.87842
   1.37683
   0.56099
  -1.26991
   1.60375
   2.00719
  -0.83017
   2.33894
  -0.87398
  -0.88398
   1.41908
   2.62019
   0.39792
  -1.74219
   0.14624
   0.07792
   0.37840
   1.70836
   2.34110
   0.62463
  -4.36475
  -3.47273
  -3.51604
  -4.85180
  -2.37975
  -3.49649
  -4.56743
  -4.98804
  -5.46333
  -4.30045
  -4.62484
  -4.33038
  -5.89356
  -5.07024
  -3.94338
  -5.68844
  -2.76780
  -4.29773
  -3.90068
  -3.21775
  -4.64419
  -4.41267
  -3.08145
  -4.25634
Metropolis acceptance rate for gamma = 0.22080



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.54209
   0.94728
   4.17980
  -0.69302
   1.92481
   1.50074
   1.15234
  -1.33580
   1.57235
   1.85553
  -0.26950
   1.82505
  -0.65995
  -0.53454
   1.31456
   1.88835
   0.66260
  -1.65815
  -0.05363
  -0.25760
   0.44341
   1.80526
   2.35416
   0.80352
  -4.16462
  -3.76241
  -3.76784
  -5.35029
  -2.60488
  -3.62243
  -4.78410
  -4.87299
  -5.57424
  -4.28325
  -4.20265
  -4.85823
  -5.07528
  -5.44325
  -4.53765
  -5.42225
  -3.35497
  -4.07330
  -4.51877
  -3.46632
  -4.56858
  -4.20570
  -2.95478
  -4.01297
Metropolis acceptance rate for gamma = 0.22079



MCMCoprobit iteration 300001 of 1050000 
beta = 
   5.21205
   0.49232
   3.57512
  -1.26639
   1.16027
   0.95432
   0.24504
  -2.29028
   1.10673
   1.50164
  -1.30060
   1.58091
  -1.32766
  -1.46534
   0.59767
   1.47092
   0.19602
  -2.11063
  -0.70360
  -0.84421
   0.00609
   1.59039
   2.08393
   0.15143
  -5.74510
  -4.57593
  -3.99447
  -5.50448
  -2.89226
  -4.29755
  -4.74390
  -5.42969
  -6.11054
  -5.35333
  -4.81947
  -5.43916
  -6.30503
  -6.17187
  -5.40615
  -5.37835
  -4.08946
  -5.21283
  -4.75659
  -4.44452
  -5.42219
  -4.73061
  -3.71722
  -4.50929
Metropolis acceptance rate for gamma = 0.22045



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.71358
   0.43760
   4.15514
  -0.71807
   1.13988
   0.90270
   0.83419
  -1.63790
   1.47716
   1.39080
  -0.91383
   1.66430
  -0.96082
  -1.19775
   0.79061
   1.59836
   0.24823
  -2.29518
  -0.23728
   0.10826
   0.34587
   1.57028
   1.95536
   0.12439
  -4.78615
  -3.87935
  -4.22701
  -5.30709
  -3.02481
  -4.34927
  -4.66080
  -4.69922
  -6.30043
  -4.69050
  -4.15943
  -5.19913
  -6.36987
  -5.92873
  -4.54790
  -5.35063
  -3.29687
  -4.79832
  -4.38522
  -3.74786
  -4.99153
  -4.45230
  -3.43854
  -4.74073
Metropolis acceptance rate for gamma = 0.22060



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.25409
   1.12104
   4.53085
  -0.01491
   1.91988
   1.56509
   0.74122
  -1.15569
   1.46908
   1.77171
   0.30380
   2.14294
  -0.72027
  -0.39363
   0.84441
   2.68028
   0.57122
  -1.41505
   0.65310
  -0.19170
   0.69017
   2.06816
   2.45303
   0.56341
  -4.69129
  -2.84191
  -3.38732
  -4.75103
  -1.94067
  -3.88884
  -4.48043
  -4.38514
  -5.65504
  -4.53978
  -3.83292
  -3.62712
  -5.74345
  -5.01547
  -4.35090
  -4.66654
  -3.48548
  -3.84546
  -4.03189
  -3.17899
  -3.92598
  -4.51641
  -3.13286
  -3.91570
Metropolis acceptance rate for gamma = 0.22053



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.74191
   0.09322
   3.83553
  -1.16985
   1.30708
   1.34239
   0.24297
  -1.49747
   0.71276
   1.16167
  -0.65867
   1.55091
  -1.44341
  -1.57203
   0.79313
   1.79659
   0.07198
  -1.88119
  -0.13094
  -0.03236
   0.17766
   1.11259
   2.30813
   0.37452
  -4.88003
  -3.77475
  -3.91705
  -5.21568
  -2.95424
  -3.87273
  -5.01325
  -5.01386
  -6.30799
  -4.27141
  -4.25297
  -4.69514
  -5.86567
  -5.57877
  -4.51698
  -5.42336
  -3.66390
  -4.29049
  -4.97598
  -3.69693
  -4.75898
  -4.53160
  -3.60663
  -4.58600
Metropolis acceptance rate for gamma = 0.22046



MCMCoprobit iteration 340001 of 1050000 
beta = 
   4.57404
   0.94605
   4.04964
  -0.57361
   1.58667
   1.67626
   0.96104
  -1.20349
   1.67729
   1.97573
  -0.87652
   2.60699
  -0.61774
  -0.77106
   1.26882
   1.58530
   0.49831
  -1.45403
  -0.17983
   0.29170
   0.97747
   1.93334
   2.31587
   0.59680
  -4.46086
  -4.21667
  -3.88090
  -5.42391
  -2.54667
  -3.62362
  -4.70765
  -4.86218
  -6.13332
  -3.94943
  -4.35545
  -5.00448
  -5.38560
  -5.47220
  -4.47570
  -5.91524
  -3.33575
  -4.54840
  -4.29856
  -3.66466
  -4.82025
  -4.21781
  -3.72561
  -4.70356
Metropolis acceptance rate for gamma = 0.22045



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.48812
   1.15118
   4.50006
  -0.58626
   1.84700
   1.91265
   0.86792
  -1.81141
   1.37573
   2.46449
  -0.03203
   2.51548
  -0.78506
  -0.49323
   1.04375
   2.41765
   0.82874
  -1.46854
   0.43751
   0.23910
   0.70832
   2.01532
   2.48031
   0.85941
  -4.32658
  -3.93658
  -3.71716
  -5.36554
  -2.36919
  -3.84261
  -4.53713
  -4.80126
  -5.58492
  -4.49070
  -3.77571
  -3.91584
  -5.63279
  -5.77219
  -4.52948
  -4.89878
  -3.52335
  -4.30081
  -4.54540
  -3.79419
  -4.63694
  -4.25995
  -3.58809
  -4.46675
Metropolis acceptance rate for gamma = 0.22036



MCMCoprobit iteration 360001 of 1050000 
beta = 
   5.17904
   0.73511
   3.51310
  -1.05794
   1.51336
   1.46753
   0.60154
  -1.55954
   1.16607
   1.71348
  -1.08459
   1.99610
  -1.01744
  -1.29024
   0.37857
   1.68559
   0.23883
  -2.54275
  -0.21001
  -0.01489
   0.28513
   1.30945
   1.79718
   0.39768
  -5.14105
  -3.94604
  -4.26053
  -5.72847
  -3.04751
  -4.39542
  -5.04946
  -4.68756
  -7.18769
  -5.29613
  -4.52803
  -4.86105
  -6.63130
  -6.21576
  -4.63490
  -6.09356
  -3.17201
  -4.95954
  -4.79623
  -3.78988
  -5.21620
  -5.43560
  -4.12107
  -5.19886
Metropolis acceptance rate for gamma = 0.22045



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.20085
   0.76766
   4.75657
  -0.40815
   1.92155
   2.01403
   0.64696
  -1.02617
   1.36242
   2.37077
  -0.15388
   2.86199
  -0.79703
  -0.31014
   1.24412
   1.97622
   0.47860
  -1.62096
   0.27722
   0.59471
   0.84457
   2.30802
   2.84280
   1.11730
  -4.17950
  -3.29290
  -3.52237
  -4.68817
  -2.40346
  -3.35150
  -4.21602
  -4.34736
  -5.40137
  -4.06197
  -3.88411
  -4.09537
  -4.77798
  -4.98209
  -3.79487
  -4.78821
  -2.36798
  -4.08232
  -3.93676
  -3.31060
  -4.66583
  -4.06799
  -3.02389
  -3.43231
Metropolis acceptance rate for gamma = 0.22053



MCMCoprobit iteration 380001 of 1050000 
beta = 
   5.03752
   0.99179
   4.35468
  -0.62045
   1.78346
   1.42966
   1.11218
  -1.38143
   1.75595
   2.00116
  -0.18347
   1.84061
  -0.73300
  -0.82457
   1.02646
   2.49548
   0.19386
  -2.04261
   0.06451
  -0.19460
   0.72684
   2.01639
   2.24628
   0.54775
  -5.07808
  -4.80572
  -3.71514
  -5.78807
  -2.77635
  -4.05787
  -4.68008
  -5.67133
  -6.19988
  -4.76778
  -4.67920
  -4.73487
  -6.19464
  -5.57920
  -4.42548
  -5.68774
  -2.65941
  -4.65424
  -4.68067
  -4.02397
  -5.34439
  -5.10477
  -3.74505
  -4.66358
Metropolis acceptance rate for gamma = 0.22067



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.57208
   0.82391
   4.20424
  -0.63285
   2.23677
   1.50626
   1.02998
  -1.08945
   1.64869
   1.90756
  -0.67716
   1.78777
  -0.73325
  -0.80227
   0.72779
   1.90592
   0.51327
  -1.83488
   0.22669
  -0.20563
   0.29412
   1.95049
   2.62662
   0.51160
  -4.79261
  -3.93691
  -3.95470
  -5.14240
  -2.49559
  -3.83130
  -4.28761
  -5.18738
  -5.88613
  -4.70712
  -4.33438
  -4.24808
  -6.01769
  -5.96647
  -4.50868
  -5.42006
  -2.96661
  -4.26610
  -4.37496
  -3.77440
  -4.59197
  -4.79188
  -3.26623
  -3.91355
Metropolis acceptance rate for gamma = 0.22074



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.51177
   0.58106
   4.21787
  -0.43033
   1.45002
   1.42204
   0.44143
  -1.55218
   1.35249
   1.72652
  -0.71886
   1.84429
  -0.71259
  -0.75986
   0.83918
   2.32660
   0.68512
  -1.93707
   0.21358
  -0.01086
   0.84699
   1.62008
   2.73764
   0.33871
  -4.51574
  -3.61407
  -4.07520
  -5.21177
  -2.57200
  -3.23246
  -4.58422
  -4.66142
  -5.48271
  -4.62151
  -4.02131
  -4.90491
  -5.49784
  -5.25086
  -4.23891
  -4.56310
  -2.84009
  -4.08415
  -3.89941
  -3.09395
  -5.39730
  -4.92123
  -3.35106
  -4.35238
Metropolis acceptance rate for gamma = 0.22079



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.32474
   1.16787
   4.51791
  -0.39097
   1.75588
   1.02699
   0.65287
  -1.33169
   1.48259
   2.46621
  -0.67840
   2.54174
  -1.11807
  -0.51336
   1.00451
   2.13804
   0.30606
  -1.78304
   0.52096
   0.24248
   0.63745
   1.86852
   2.55045
   0.45451
  -4.26721
  -3.76006
  -3.36642
  -4.85962
  -2.31286
  -3.61007
  -4.46370
  -4.36063
  -5.66206
  -3.97585
  -4.20404
  -4.08445
  -5.48861
  -4.90685
  -3.67421
  -5.02831
  -2.76684
  -3.84567
  -4.59317
  -3.24601
  -4.59920
  -4.61167
  -3.09461
  -3.84270
Metropolis acceptance rate for gamma = 0.22077



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.51096
   0.68317
   4.84427
  -0.13739
   2.07699
   1.80083
   0.84230
  -1.48390
   1.06177
   2.25590
  -0.50597
   2.57141
  -0.75257
  -0.29825
   0.86575
   2.55666
   0.90616
  -1.69877
   0.06431
   0.43871
   0.85916
   2.13691
   2.85122
   0.77974
  -4.43517
  -3.81901
  -3.67367
  -5.65907
  -2.34156
  -4.15805
  -4.43004
  -4.02819
  -5.71153
  -4.41328
  -4.23948
  -4.41836
  -6.45142
  -5.62061
  -4.14080
  -5.36064
  -3.21811
  -3.76615
  -4.25262
  -3.42715
  -4.23825
  -3.97021
  -3.10535
  -4.67714
Metropolis acceptance rate for gamma = 0.22074



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.73478
   0.49046
   4.23982
  -0.98838
   1.08668
   1.36362
   0.69412
  -1.49054
   1.52489
   1.87022
  -0.02342
   2.02975
  -0.69807
  -0.85989
   0.97157
   1.51776
   0.30899
  -1.89035
  -0.11146
   0.11726
   0.66859
   1.56299
   2.09778
   0.76691
  -4.38118
  -4.03117
  -3.93186
  -4.74809
  -2.50282
  -4.30214
  -4.94103
  -4.84893
  -6.05672
  -5.06067
  -4.75483
  -5.05255
  -6.07964
  -5.40843
  -4.05140
  -5.37818
  -2.78503
  -4.40216
  -4.50053
  -3.78548
  -4.83040
  -4.50928
  -3.44232
  -4.33424
Metropolis acceptance rate for gamma = 0.22076



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.54332
   0.44652
   3.11815
  -1.00363
   1.20348
   0.80975
   0.16991
  -1.33501
   0.89187
   1.56349
  -1.13807
   1.74752
  -1.01913
  -1.30384
   0.31693
   1.54733
   0.26275
  -2.26844
  -0.73398
  -0.51051
  -0.23049
   1.04014
   1.84948
   0.00196
  -4.30988
  -3.75716
  -3.67356
  -5.17743
  -2.59700
  -3.63898
  -4.83479
  -4.27394
  -5.75676
  -4.50372
  -4.15960
  -4.48301
  -4.87132
  -5.74738
  -4.46788
  -5.49635
  -3.35498
  -4.34368
  -4.48266
  -3.64218
  -4.45503
  -4.44404
  -3.45785
  -4.44221
Metropolis acceptance rate for gamma = 0.22039



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.63395
   0.78061
   3.91416
  -0.94537
   1.38878
   1.23833
   0.64451
  -1.43678
   1.02707
   1.91131
  -0.20006
   1.37716
  -0.96210
  -0.90838
   0.61777
   2.02641
   0.13042
  -1.84310
   0.04932
  -0.40379
   0.43460
   1.65217
   2.16185
   0.34244
  -4.76889
  -3.97863
  -4.10904
  -4.50922
  -2.63196
  -4.07858
  -4.58591
  -4.88928
  -6.53542
  -4.88438
  -4.36771
  -4.64665
  -6.21885
  -5.14943
  -3.96250
  -5.67876
  -3.13159
  -4.54121
  -4.95499
  -4.23087
  -4.21681
  -4.62512
  -3.27182
  -3.77493
Metropolis acceptance rate for gamma = 0.22027



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.59201
   0.48007
   4.20792
  -1.06234
   1.99454
   1.00028
   0.85977
  -1.79420
   1.60106
   1.70928
  -0.76666
   1.69730
  -1.02167
  -0.68113
   1.27938
   2.17004
   0.84553
  -1.81753
  -0.22964
   0.14882
   0.22561
   1.44173
   2.18756
   0.50055
  -4.73001
  -3.61695
  -3.33369
  -5.19400
  -2.90307
  -4.11396
  -4.53858
  -5.41022
  -6.30795
  -4.52298
  -4.24498
  -5.04123
  -5.60644
  -4.88517
  -3.95014
  -5.00175
  -3.44343
  -4.05510
  -4.18176
  -3.55739
  -4.37135
  -4.49301
  -3.43097
  -4.46375
Metropolis acceptance rate for gamma = 0.22031



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.55717
   0.72531
   3.80602
  -0.48509
   1.72968
   1.41403
   0.77794
  -1.67835
   1.51649
   1.35558
   0.34993
   2.06713
  -1.29205
  -0.56553
   0.93378
   1.58957
   0.57300
  -1.20571
  -0.20215
  -0.23080
   0.61449
   1.56937
   2.02611
   0.85652
  -4.98906
  -4.51036
  -3.24910
  -4.52570
  -2.47830
  -3.82023
  -4.59639
  -4.77657
  -5.74706
  -4.80434
  -3.97156
  -4.34486
  -6.53360
  -5.27517
  -3.85412
  -5.70003
  -2.99540
  -4.91916
  -4.74216
  -3.49993
  -4.57206
  -4.33907
  -3.45320
  -4.51543
Metropolis acceptance rate for gamma = 0.22017



MCMCoprobit iteration 480001 of 1050000 
beta = 
   5.29896
   0.32160
   3.70207
  -0.75455
   1.45787
   1.24670
   0.94903
  -1.46464
   1.04072
   1.71896
  -0.66886
   2.17445
  -0.79916
  -1.04703
   1.12419
   1.51561
  -0.14988
  -2.25106
  -0.79878
  -0.54362
   0.08273
   1.44155
   2.29704
   0.35236
  -5.39623
  -4.43377
  -4.34594
  -5.81237
  -3.08767
  -4.65047
  -5.72131
  -6.00529
  -6.50685
  -4.61313
  -4.87062
  -5.61442
  -6.34710
  -6.61290
  -4.66503
  -5.53908
  -3.65682
  -5.13334
  -4.69441
  -4.56070
  -4.98617
  -5.09763
  -3.99169
  -4.99482
Metropolis acceptance rate for gamma = 0.22034



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.66567
   0.60375
   3.68730
  -1.14332
   1.79133
   1.08144
   0.20389
  -2.08219
   1.00531
   1.63359
  -0.61892
   1.57992
  -1.50793
  -0.82058
   0.95780
   1.78918
   0.38445
  -2.21050
  -0.49150
  -0.37026
   0.01095
   1.16617
   2.03191
   0.17174
  -4.25213
  -3.88778
  -4.25890
  -4.82289
  -2.97040
  -3.96053
  -4.96030
  -4.40677
  -5.88347
  -4.97168
  -3.92885
  -4.83878
  -5.75327
  -6.17552
  -4.29508
  -5.32703
  -3.31015
  -4.03910
  -4.59907
  -3.36586
  -5.14829
  -4.64353
  -3.79899
  -4.68935
Metropolis acceptance rate for gamma = 0.22032



MCMCoprobit iteration 500001 of 1050000 
beta = 
   5.25583
  -0.15280
   3.51780
  -1.37656
   0.94277
   0.72353
   0.19107
  -2.20735
   0.92452
   1.67644
  -1.36494
   0.99606
  -1.58773
  -1.33290
   0.72981
   1.27470
   0.19284
  -2.80056
  -0.36189
  -0.45400
  -0.31347
   1.13311
   1.72803
  -0.01260
  -4.68840
  -4.31396
  -4.44008
  -5.70691
  -2.89948
  -4.48624
  -5.13459
  -5.09636
  -6.55744
  -5.05279
  -4.85363
  -4.70550
  -6.23122
  -6.16668
  -5.00226
  -6.00135
  -4.06375
  -4.88388
  -4.66548
  -4.53485
  -5.26562
  -5.55215
  -3.63068
  -5.36153
Metropolis acceptance rate for gamma = 0.22047



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.76560
   0.28208
   4.25665
  -0.90313
   1.47010
   1.31426
   0.16767
  -1.82697
   1.20950
   1.31615
  -0.82322
   1.94250
  -1.23438
  -0.84272
   0.24268
   1.84709
   0.10348
  -2.00628
  -0.24565
  -0.00889
   0.27022
   1.31440
   2.57472
   0.44483
  -4.49943
  -4.49194
  -3.89555
  -5.54192
  -2.69047
  -3.60091
  -4.89718
  -5.00527
  -5.79434
  -4.57454
  -4.33418
  -4.52655
  -5.62086
  -5.38886
  -4.52764
  -5.01342
  -3.15519
  -4.63538
  -4.48727
  -3.82923
  -4.65102
  -4.62300
  -3.10024
  -4.57752
Metropolis acceptance rate for gamma = 0.22051



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.59427
   1.10646
   3.88958
  -0.38223
   1.74683
   0.75888
   0.67350
  -0.82904
   1.41814
   2.17727
  -0.75993
   2.05207
  -1.12513
  -0.58417
   1.08519
   2.36958
   0.49809
  -1.82975
  -0.26091
   0.23755
   0.74242
   1.86492
   2.09899
   0.73904
  -4.80974
  -3.24442
  -4.01527
  -4.69521
  -2.57195
  -3.71794
  -4.93808
  -4.86834
  -5.85390
  -4.26606
  -4.00651
  -4.41141
  -5.87537
  -5.33213
  -4.04402
  -5.46275
  -3.04240
  -4.89327
  -4.25752
  -3.39214
  -4.99605
  -4.18180
  -3.47336
  -4.32197
Metropolis acceptance rate for gamma = 0.22027



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.49050
   0.90866
   4.45253
  -0.47732
   1.61817
   1.44808
   0.71837
  -1.26831
   1.32726
   2.35265
  -0.15405
   2.34757
  -0.34575
  -0.94999
   0.76456
   1.88565
   1.15831
  -1.69217
   0.03206
   0.65851
   0.95435
   2.05869
   2.50162
   1.09434
  -4.34434
  -3.74387
  -3.64509
  -5.06439
  -2.28614
  -3.58732
  -4.05057
  -4.37525
  -5.66631
  -4.31136
  -3.87102
  -4.25217
  -6.60410
  -5.11866
  -3.86263
  -5.08472
  -2.95930
  -4.66266
  -4.46322
  -3.31501
  -4.24163
  -4.51033
  -3.12421
  -3.94466
Metropolis acceptance rate for gamma = 0.22014



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.63195
   0.81710
   3.97973
  -0.83958
   1.41757
   1.47526
   0.51737
  -1.59929
   1.38370
   2.07120
  -0.39471
   2.33966
  -0.55805
  -1.14707
   0.64481
   2.31550
   0.79323
  -1.43192
   0.13340
  -0.12001
   0.53195
   1.77519
   2.59298
   0.85879
  -4.38528
  -3.47261
  -3.99507
  -4.84481
  -2.42309
  -4.00588
  -4.46689
  -4.10078
  -5.75940
  -4.20856
  -3.78684
  -4.34706
  -5.55172
  -5.08839
  -4.68051
  -5.54891
  -3.00065
  -4.09714
  -4.32850
  -3.44416
  -4.42030
  -4.53600
  -3.61398
  -4.51156
Metropolis acceptance rate for gamma = 0.21994



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.59873
   0.84646
   4.42142
  -0.52912
   2.18071
   2.15685
   0.54901
  -1.46495
   1.59527
   2.44775
  -0.07401
   2.75725
  -1.02306
  -0.84347
   1.48152
   2.15256
   0.58353
  -1.53876
   0.47454
   0.34937
   0.77811
   1.79567
   2.63738
   0.88751
  -4.81049
  -4.07031
  -3.74370
  -5.38937
  -2.79299
  -3.64245
  -4.88641
  -4.30507
  -5.44165
  -4.35803
  -4.44841
  -4.21958
  -5.46315
  -5.42747
  -4.18241
  -5.48747
  -3.18106
  -4.24510
  -4.50125
  -3.56760
  -4.89672
  -4.31459
  -3.15242
  -4.59552
Metropolis acceptance rate for gamma = 0.21987



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.72778
   0.59285
   4.39620
  -0.95936
   1.34447
   1.63858
   0.61537
  -1.74124
   1.35909
   2.00413
  -0.45181
   2.05745
  -0.97404
  -0.77113
   0.66994
   2.03973
   0.80053
  -1.66199
   0.01762
  -0.02452
   0.43442
   1.78682
   2.28669
   0.61663
  -4.70988
  -3.59947
  -3.96274
  -5.22179
  -2.42003
  -3.98763
  -4.01195
  -4.56814
  -5.90980
  -4.40936
  -4.66838
  -4.41457
  -5.94103
  -5.74102
  -4.63603
  -4.94533
  -3.97738
  -4.29078
  -4.62148
  -3.94168
  -4.70983
  -4.72918
  -3.33704
  -4.83195
Metropolis acceptance rate for gamma = 0.21997



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.18693
   1.00259
   3.96093
  -0.93768
   1.38478
   1.31034
   0.80157
  -1.31962
   1.11390
   1.58186
  -0.67489
   1.97322
  -0.82670
  -1.08191
   0.57293
   1.93848
   0.58863
  -1.73339
  -0.30036
   0.02537
   1.09422
   1.91030
   2.35395
   0.65710
  -4.68753
  -3.48116
  -3.47356
  -4.71989
  -2.21159
  -3.42588
  -4.35144
  -3.96795
  -5.37799
  -4.15361
  -4.03560
  -3.86747
  -5.72005
  -5.46035
  -3.58158
  -5.02371
  -2.84822
  -3.55059
  -3.91534
  -3.64897
  -4.84592
  -3.68041
  -3.29784
  -3.84311
Metropolis acceptance rate for gamma = 0.22000



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.42291
   0.90901
   3.76526
  -0.61591
   1.52350
   1.47840
   0.74677
  -1.28399
   1.50789
   2.05799
  -0.27084
   2.48102
  -0.72438
  -0.51496
   1.34085
   1.87181
   0.96918
  -1.42670
  -0.31596
   0.36509
   0.50813
   1.56019
   2.33364
   0.92046
  -4.06911
  -3.80892
  -3.40130
  -4.63029
  -2.58270
  -3.64675
  -4.13184
  -5.08633
  -6.19785
  -4.18152
  -4.36967
  -4.33143
  -5.53593
  -5.40634
  -3.82685
  -5.42127
  -2.66625
  -4.65190
  -3.92270
  -3.22207
  -4.50440
  -4.69885
  -3.72242
  -4.34341
Metropolis acceptance rate for gamma = 0.22010



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.56210
   0.74323
   4.34695
  -1.04487
   1.44549
   0.76776
   0.54730
  -1.39582
   1.58924
   1.50968
  -0.39542
   2.36035
  -1.31236
  -1.44753
   0.80273
   1.32342
  -0.00068
  -1.59582
  -1.04175
  -0.26956
   0.57055
   1.02998
   1.83952
   0.37557
  -4.80538
  -4.06159
  -4.05434
  -5.58626
  -2.65403
  -3.53885
  -4.56189
  -5.45671
  -5.08357
  -4.14782
  -4.57953
  -4.65856
  -6.19089
  -5.08646
  -4.08777
  -4.78340
  -3.16703
  -4.24561
  -4.57416
  -2.98796
  -4.72348
  -4.76533
  -3.38102
  -4.65967
Metropolis acceptance rate for gamma = 0.22015



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.94767
   0.63581
   3.89997
  -0.92751
   1.40884
   1.67437
   0.68050
  -1.38139
   1.30522
   1.60876
  -0.44543
   1.65455
  -1.23767
  -0.81997
   0.98917
   1.64130
   0.47612
  -1.35081
  -0.37210
  -0.53430
   0.29438
   1.37332
   2.01023
   0.41150
  -4.89052
  -3.57734
  -3.93898
  -5.54724
  -3.29419
  -4.43034
  -4.73250
  -5.27349
  -6.16034
  -4.56499
  -4.76718
  -4.86912
  -5.93838
  -6.97361
  -4.92860
  -5.74452
  -3.24803
  -4.75333
  -5.04530
  -3.62316
  -5.03660
  -4.63215
  -3.59621
  -4.56812
Metropolis acceptance rate for gamma = 0.22014



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.13091
   1.41101
   4.48003
  -0.47633
   2.41458
   1.60814
   0.93280
  -0.89524
   1.50795
   2.50529
  -0.13193
   2.64521
  -0.62340
  -0.39752
   0.98979
   2.31834
   0.73641
  -1.77088
   0.26424
   0.12926
   0.87876
   2.24907
   2.55539
   0.89108
  -4.01035
  -3.77792
  -3.46650
  -4.90852
  -2.08349
  -3.50169
  -4.26804
  -3.87298
  -5.14209
  -3.77786
  -3.46394
  -4.27631
  -5.20436
  -5.37320
  -3.68967
  -4.92516
  -2.70406
  -4.03511
  -3.69339
  -3.30498
  -4.78849
  -4.44477
  -3.15935
  -3.73120
Metropolis acceptance rate for gamma = 0.22008



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.09111
   0.90058
   4.49555
  -0.16566
   2.29214
   1.39919
   1.15226
  -1.16489
   1.65898
   2.58244
  -0.32175
   2.09404
  -0.57418
  -0.63994
   0.85778
   1.97698
   0.42156
  -1.24198
   0.38039
  -0.05716
   1.03870
   1.78553
   2.70609
   0.77306
  -3.83625
  -3.35474
  -3.56976
  -4.49917
  -2.05083
  -3.48226
  -4.69842
  -4.14812
  -5.52462
  -4.33925
  -3.67668
  -3.92154
  -5.64913
  -5.67591
  -4.05201
  -4.64295
  -2.92400
  -3.80389
  -3.71071
  -3.55178
  -3.85961
  -4.05866
  -2.77427
  -4.22046
Metropolis acceptance rate for gamma = 0.22005



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.63669
   0.78852
   3.57766
  -0.85807
   1.39393
   1.46754
   0.65215
  -1.13898
   1.29327
   1.89127
  -0.51801
   2.14672
  -1.45563
  -1.13653
   0.99409
   2.04339
   0.53295
  -1.55978
  -0.22650
  -0.16071
   0.40698
   1.38307
   2.22168
   0.31041
  -4.26352
  -4.02658
  -4.06324
  -5.25864
  -3.08316
  -3.68937
  -4.64633
  -5.10068
  -5.66618
  -4.72651
  -3.87547
  -4.49973
  -5.81783
  -5.41990
  -4.41432
  -5.31500
  -3.35654
  -4.74465
  -3.79774
  -3.79682
  -4.36120
  -4.69612
  -3.55567
  -4.42923
Metropolis acceptance rate for gamma = 0.22017



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.58775
   0.70700
   4.03300
  -0.28722
   1.57714
   1.64231
   0.76280
  -1.67000
   1.40733
   1.84028
  -0.59875
   2.45383
  -0.75904
  -0.94220
   1.04798
   1.95383
   0.76223
  -1.54924
   0.30626
  -0.08249
   0.54757
   2.18387
   2.64458
   0.67831
  -4.72576
  -4.15500
  -3.97442
  -5.39741
  -2.72387
  -3.62956
  -4.38666
  -4.76457
  -6.01652
  -4.15123
  -4.46029
  -4.45671
  -5.48092
  -5.51688
  -4.10593
  -5.05975
  -3.42170
  -4.17813
  -4.63748
  -4.20072
  -4.60913
  -5.04708
  -3.53451
  -4.62218
Metropolis acceptance rate for gamma = 0.22029



MCMCoprobit iteration 650001 of 1050000 
beta = 
   4.64609
   0.38965
   3.94318
  -0.82362
   1.52216
   1.69948
   0.63454
  -1.62996
   1.25338
   1.68445
  -0.37439
   1.77630
  -1.08590
  -0.86177
   0.51168
   1.74616
   0.54095
  -1.89082
  -0.42364
   0.23376
   0.36726
   1.74168
   2.24219
   0.55403
  -4.70247
  -3.64567
  -3.68892
  -5.13900
  -2.61968
  -4.02418
  -4.67822
  -4.78529
  -5.52197
  -4.80327
  -3.93185
  -4.48320
  -5.49405
  -5.94759
  -4.15148
  -5.23971
  -3.12438
  -3.95665
  -4.31872
  -3.58266
  -4.92393
  -4.00039
  -3.33091
  -4.85679
Metropolis acceptance rate for gamma = 0.22036



MCMCoprobit iteration 660001 of 1050000 
beta = 
   3.98320
   1.08037
   4.80065
  -0.28008
   1.71931
   1.98587
   1.21039
  -0.99303
   1.64429
   2.15878
  -0.36849
   2.23202
  -0.63131
  -0.32029
   1.22098
   2.22304
   0.39631
  -1.08273
   0.19628
   0.52549
   0.76463
   2.05913
   2.35345
   1.03060
  -3.81745
  -3.37390
  -3.18369
  -4.30563
  -2.16465
  -3.19134
  -4.42673
  -4.10065
  -5.60234
  -3.99462
  -3.48373
  -4.34852
  -4.85286
  -4.80167
  -3.64438
  -5.15784
  -2.72895
  -3.33082
  -3.83401
  -2.88776
  -4.20470
  -3.79933
  -3.15825
  -3.65194
Metropolis acceptance rate for gamma = 0.22033



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.93276
   0.83638
   3.58312
  -1.27129
   1.25074
   1.16774
   0.75509
  -1.56216
   1.14890
   1.88042
  -0.68322
   1.95793
  -1.55508
  -0.93154
   0.24431
   2.13589
   0.59241
  -1.79546
  -0.49624
  -0.26358
   0.31728
   1.58048
   2.08534
   0.26532
  -4.67325
  -4.02734
  -3.90497
  -5.79779
  -3.16930
  -4.18901
  -5.10007
  -5.14988
  -6.10145
  -4.88050
  -4.79960
  -4.81051
  -5.39854
  -5.43989
  -4.35884
  -5.33601
  -4.00234
  -4.67001
  -4.69703
  -4.07533
  -4.81520
  -4.89229
  -3.60177
  -4.95829
Metropolis acceptance rate for gamma = 0.22030



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.67437
   0.70637
   4.33832
  -0.95398
   1.89818
   1.15158
  -0.01223
  -1.71689
   1.45599
   1.82329
  -0.37424
   1.89039
  -0.86108
  -0.76503
   0.44155
   1.80676
   0.57924
  -1.21136
   0.05815
   0.24200
   0.38917
   1.45704
   2.35447
   0.99545
  -4.42952
  -4.39118
  -4.27710
  -5.06465
  -2.30274
  -4.42369
  -4.80019
  -4.51725
  -6.08644
  -4.43882
  -4.36224
  -4.74328
  -5.57718
  -5.66171
  -4.03807
  -5.19537
  -3.42867
  -3.91181
  -4.31621
  -3.60707
  -4.29505
  -4.48610
  -3.40989
  -3.86765
Metropolis acceptance rate for gamma = 0.22023



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.56112
   0.11085
   4.44636
  -0.90767
   1.57881
   1.30856
   0.75855
  -1.87843
   0.93383
   2.02457
  -0.68712
   1.99976
  -0.99919
  -1.21130
   0.73547
   2.03299
   0.08294
  -1.87947
  -0.35569
  -0.18792
   0.25290
   1.35003
   2.33899
   0.40750
  -4.45697
  -3.63674
  -4.27132
  -5.45673
  -2.95607
  -3.75509
  -5.08910
  -4.29852
  -5.80103
  -4.55459
  -4.27514
  -4.22294
  -5.21836
  -5.79619
  -4.13018
  -5.13843
  -3.63128
  -4.20933
  -4.00908
  -3.06832
  -4.99573
  -4.22432
  -3.18369
  -4.59302
Metropolis acceptance rate for gamma = 0.22023



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.19176
   0.77295
   3.89624
  -0.66461
   1.53837
   1.52242
   1.02485
  -1.23209
   1.41694
   1.89894
  -0.66516
   2.19055
  -0.75066
  -0.68267
   1.36723
   1.96192
   0.42371
  -1.66527
   0.10179
  -0.33760
   0.55436
   2.14473
   2.49313
   0.64211
  -3.92720
  -3.25137
  -3.58489
  -4.76876
  -2.46255
  -3.30271
  -3.85215
  -5.00869
  -5.56864
  -4.22030
  -4.05648
  -4.09143
  -4.96452
  -4.37668
  -3.89587
  -4.49638
  -2.68145
  -3.64430
  -3.97796
  -2.99939
  -4.10226
  -3.53161
  -2.96120
  -4.00977
Metropolis acceptance rate for gamma = 0.22023



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.16247
   1.71122
   3.92482
   0.03213
   1.92116
   1.75966
   0.71543
  -0.73851
   1.75298
   1.85246
  -0.49058
   2.13735
  -0.30939
  -0.67049
   1.64341
   2.46307
   0.96631
  -1.65918
   0.09534
  -0.08608
   0.91830
   2.23014
   2.66205
   0.79590
  -4.35507
  -3.81449
  -3.15752
  -4.53839
  -2.18496
  -3.24222
  -4.28864
  -4.86068
  -5.32395
  -4.14173
  -3.89291
  -4.32892
  -5.11145
  -5.61149
  -3.76937
  -4.67423
  -3.12585
  -3.95777
  -4.20953
  -2.77825
  -4.67394
  -3.79887
  -3.19894
  -3.79029
Metropolis acceptance rate for gamma = 0.22016



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.58302
   0.71351
   4.26237
  -0.56812
   2.06603
   1.33860
   0.64688
  -1.24967
   1.79170
   2.47664
  -0.55452
   2.33075
  -0.75538
  -0.61844
   1.33040
   1.75994
   0.69465
  -1.68313
   0.16692
  -0.28815
   0.74531
   1.97126
   2.49208
   0.71238
  -4.88927
  -3.49459
  -3.87930
  -5.17005
  -2.37644
  -4.17501
  -4.71256
  -5.22095
  -5.99845
  -4.23972
  -3.92720
  -4.75493
  -5.53822
  -6.22285
  -3.86043
  -5.58138
  -3.04433
  -4.02171
  -4.47297
  -3.60279
  -4.11957
  -4.52644
  -3.64800
  -4.20549
Metropolis acceptance rate for gamma = 0.22007



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.58484
   0.98045
   4.48985
  -0.79875
   1.87283
   1.53477
   0.53657
  -1.05905
   1.48200
   1.90320
  -0.20611
   2.35009
  -0.57832
  -0.60182
   1.14481
   1.85503
   0.87315
  -1.33653
   0.13217
   0.21379
   0.29410
   1.91142
   2.22716
   0.79673
  -4.27435
  -3.70054
  -4.17764
  -5.16186
  -2.92961
  -3.69474
  -5.00705
  -5.09952
  -6.00516
  -4.53334
  -4.28551
  -4.88040
  -5.95475
  -5.54737
  -3.99411
  -5.14038
  -2.88235
  -3.48342
  -4.18140
  -3.49396
  -4.41442
  -4.94846
  -3.30924
  -3.97802
Metropolis acceptance rate for gamma = 0.22017



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.45252
   0.70023
   4.28084
  -0.99228
   1.39323
   1.30418
   0.74873
  -1.51932
   1.58989
   1.88214
  -0.69681
   1.66686
  -1.02549
  -0.81361
   0.16193
   1.73535
   0.17697
  -1.50922
  -0.14533
   0.33262
   0.25586
   1.58178
   2.44451
   1.03953
  -4.47177
  -3.49719
  -3.76045
  -5.26080
  -2.92429
  -4.21093
  -4.08985
  -4.81826
  -5.71267
  -4.15835
  -3.78207
  -4.22111
  -5.45957
  -5.46842
  -4.00243
  -5.02549
  -3.18266
  -3.96204
  -4.05260
  -3.74568
  -4.59786
  -4.01909
  -3.41517
  -4.24658
Metropolis acceptance rate for gamma = 0.22013



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.81550
   0.38350
   4.14152
  -0.88458
   1.80186
   1.26732
   0.81645
  -1.54193
   1.16110
   1.82205
  -0.17481
   2.24226
  -1.10071
  -1.05356
   0.59710
   2.00663
   0.51447
  -2.29731
   0.17628
   0.12391
   0.38360
   1.98104
   2.05197
   0.27786
  -5.19264
  -4.21891
  -4.05750
  -5.39523
  -2.76197
  -4.11907
  -4.94350
  -4.11646
  -5.81411
  -4.82376
  -4.30297
  -4.77851
  -5.73431
  -5.84009
  -4.26895
  -5.73310
  -3.32517
  -4.16197
  -4.86820
  -3.62707
  -4.49677
  -4.21666
  -3.56909
  -4.51389
Metropolis acceptance rate for gamma = 0.22007



MCMCoprobit iteration 760001 of 1050000 
beta = 
   5.00714
   0.24284
   3.18854
  -1.19696
   0.90551
   1.09320
  -0.36283
  -1.88529
   0.88053
   1.29666
  -0.95355
   0.86597
  -1.47025
  -1.53664
   0.32676
   1.55199
   0.11762
  -2.37345
  -0.48785
  -0.70440
  -0.04026
   1.35890
   1.96605
   0.21959
  -5.24218
  -4.04541
  -4.18462
  -5.85477
  -2.87413
  -4.54586
  -4.94606
  -4.53456
  -6.01667
  -4.65377
  -4.69598
  -5.10361
  -6.65066
  -5.70160
  -4.73774
  -5.84958
  -3.79136
  -4.52087
  -4.94048
  -3.78284
  -5.07583
  -4.67069
  -3.67425
  -5.07767
Metropolis acceptance rate for gamma = 0.22009



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.73732
   0.50318
   3.90872
  -0.67504
   1.71294
   1.35314
   0.31327
  -1.51484
   1.47388
   1.92463
  -0.95358
   2.21079
  -1.27069
  -1.12900
   0.62290
   1.87774
   0.86837
  -2.37176
  -0.45991
  -0.12345
  -0.11224
   1.45789
   2.04803
   0.38055
  -4.81782
  -3.58054
  -4.01285
  -5.39057
  -3.20267
  -3.98886
  -5.14372
  -4.99518
  -5.82805
  -4.35275
  -4.24944
  -4.30101
  -5.91643
  -6.01860
  -4.37039
  -5.35889
  -3.21763
  -5.05498
  -4.85534
  -4.24363
  -4.89473
  -5.10071
  -3.37264
  -4.62582
Metropolis acceptance rate for gamma = 0.22009



MCMCoprobit iteration 780001 of 1050000 
beta = 
   5.34446
   0.07351
   3.95604
  -1.81806
   1.24434
   1.12644
  -0.17174
  -2.15656
   0.83218
   1.46833
  -1.06268
   0.73328
  -1.67414
  -1.42442
   0.68395
   1.52912
  -0.10820
  -2.24389
  -0.51450
  -0.81397
  -0.08567
   1.43320
   1.73952
  -0.06482
  -5.96637
  -4.47776
  -4.41177
  -6.17259
  -3.66114
  -4.78573
  -5.79056
  -5.18174
  -6.38373
  -5.45683
  -4.91893
  -5.28753
  -5.85135
  -6.52701
  -4.88468
  -6.36296
  -3.52196
  -5.18817
  -5.09462
  -4.20074
  -5.69212
  -5.30612
  -4.08207
  -5.41475
Metropolis acceptance rate for gamma = 0.22022



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.25385
   0.73469
   4.43209
  -0.75026
   2.31872
   1.47992
   0.62726
  -1.43277
   1.10104
   2.24592
  -0.31839
   2.40379
  -0.87137
  -0.87134
   1.24689
   1.71591
   0.41275
  -1.50400
  -0.09649
  -0.16382
   0.55769
   1.56801
   2.17033
   0.97211
  -4.32403
  -3.42339
  -3.88551
  -5.23816
  -1.93224
  -3.47018
  -4.56267
  -4.18020
  -5.76729
  -4.01321
  -3.75804
  -4.24183
  -5.34927
  -5.31833
  -4.08688
  -4.58325
  -3.07543
  -3.96022
  -4.20088
  -3.13070
  -4.65068
  -4.20149
  -3.04508
  -4.31832
Metropolis acceptance rate for gamma = 0.22017



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.98891
   0.22281
   4.46763
  -0.81310
   1.63307
   1.11500
   0.84319
  -1.37720
   1.55377
   1.82011
  -0.68905
   1.73929
  -1.07373
  -0.77163
   1.14480
   1.98070
   0.54304
  -1.77384
   0.14088
   0.00138
   0.60217
   1.70211
   2.26746
   0.63832
  -5.16853
  -4.08693
  -4.33212
  -6.10009
  -2.72325
  -4.60280
  -4.80390
  -4.95233
  -6.22625
  -4.98390
  -4.86417
  -5.09430
  -5.89100
  -5.96749
  -4.74547
  -5.57551
  -3.60081
  -4.61685
  -5.42447
  -3.99642
  -5.34251
  -5.00434
  -3.89326
  -4.69941
Metropolis acceptance rate for gamma = 0.22022



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.83648
   0.84372
   4.38327
  -1.21737
   1.56548
   1.63223
   0.60122
  -1.50717
   1.31429
   1.89963
  -0.64434
   1.92502
  -1.04493
  -1.06609
   0.66025
   1.49835
  -0.00776
  -1.91112
  -0.33743
  -0.46843
   0.63000
   1.47132
   2.28409
   0.22979
  -4.94398
  -3.90849
  -4.23228
  -5.23709
  -2.77354
  -4.04959
  -5.24310
  -4.89936
  -5.86040
  -4.27675
  -4.57590
  -4.94266
  -5.47166
  -5.83914
  -4.73720
  -5.59456
  -3.94874
  -4.80024
  -4.58021
  -3.47565
  -5.34883
  -4.38185
  -3.72978
  -4.59407
Metropolis acceptance rate for gamma = 0.22017



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.62719
   0.96257
   4.00096
  -0.57990
   1.61293
   1.67911
   0.77474
  -1.43793
   1.62702
   1.64887
  -0.62076
   2.39890
  -0.92738
  -0.89615
   0.99814
   2.14152
   0.53990
  -1.74907
   0.02157
   0.04406
   0.46369
   1.60463
   2.46416
   0.70126
  -4.32892
  -3.64398
  -4.02107
  -5.47857
  -2.90190
  -3.68657
  -4.92415
  -5.06757
  -5.98365
  -4.20496
  -4.18446
  -4.91877
  -6.45016
  -6.11748
  -4.57297
  -5.59622
  -2.93796
  -4.07022
  -4.30665
  -3.81839
  -4.84310
  -4.56093
  -3.60924
  -4.58363
Metropolis acceptance rate for gamma = 0.22020



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.73570
   0.53584
   3.76622
  -0.25694
   1.48513
   1.78134
   0.69470
  -1.64144
   1.45435
   2.14204
  -0.47818
   1.94596
  -1.03263
  -0.97042
   0.33370
   1.29787
   0.10076
  -1.77019
  -0.13290
  -0.02184
   0.14513
   1.77665
   2.26952
   0.47114
  -4.94089
  -4.15360
  -3.79993
  -5.18140
  -2.58945
  -3.91290
  -4.51733
  -4.97663
  -6.42697
  -4.80021
  -4.40119
  -4.28239
  -6.27026
  -6.11710
  -3.90585
  -6.20509
  -3.58267
  -4.34122
  -4.26341
  -4.18900
  -5.30145
  -4.42007
  -3.57595
  -4.06865
Metropolis acceptance rate for gamma = 0.22019



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.25793
   0.69450
   4.09551
  -0.46736
   2.03062
   1.14963
   0.56507
  -1.64035
   0.96537
   1.46184
  -0.74017
   2.42334
  -1.01220
  -0.67076
   0.92980
   2.07437
   0.20873
  -1.72817
  -0.64686
  -0.11150
   0.42816
   1.48212
   2.40542
   0.26364
  -4.06656
  -3.51614
  -3.85480
  -4.57742
  -2.78767
  -3.70753
  -3.98837
  -4.65937
  -5.52382
  -4.05273
  -3.63317
  -4.24107
  -5.66247
  -5.40878
  -4.00541
  -4.71806
  -2.75549
  -4.11807
  -4.24961
  -3.62143
  -4.11205
  -4.33329
  -2.92882
  -4.26055
Metropolis acceptance rate for gamma = 0.22016



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.65221
   0.18191
   4.22895
  -0.56792
   1.56932
   1.17525
   0.90101
  -1.47495
   1.35954
   1.35172
  -0.32991
   1.59764
  -0.93715
  -0.80332
   0.89493
   1.73910
   0.02829
  -1.88228
  -0.34488
  -0.04186
   0.27795
   1.45963
   2.39672
   0.18514
  -4.89202
  -3.65811
  -4.21566
  -5.36319
  -2.51865
  -3.91002
  -4.55955
  -4.71913
  -5.86309
  -4.45096
  -4.50238
  -4.27230
  -5.22434
  -5.44953
  -4.36531
  -5.52610
  -3.35724
  -4.37025
  -4.90511
  -3.81061
  -4.77553
  -3.95533
  -3.48257
  -4.48450
Metropolis acceptance rate for gamma = 0.22010



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.75656
   0.64829
   3.44295
  -1.22085
   1.25503
   1.12083
   0.28811
  -1.84931
   0.96796
   0.95974
  -0.74878
   1.80553
  -0.95778
  -1.38873
  -0.20171
   2.08795
   0.49787
  -2.12052
  -0.28297
  -0.70867
   0.29652
   1.16301
   1.74418
   0.44532
  -4.86193
  -4.21490
  -3.90705
  -5.10961
  -2.83080
  -4.24098
  -4.58275
  -4.71257
  -5.86172
  -4.98846
  -4.08678
  -4.60095
  -5.48887
  -5.76828
  -4.44565
  -5.23812
  -3.60691
  -4.32499
  -4.68059
  -3.66545
  -5.08205
  -4.61394
  -3.34444
  -4.55844
Metropolis acceptance rate for gamma = 0.22005



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.44981
   1.19875
   4.75908
  -0.31072
   1.91627
   1.42323
   0.56257
  -1.45499
   1.38945
   2.49064
  -0.22009
   2.33941
  -0.74866
  -0.61830
   0.70095
   1.92667
   0.86225
  -1.86645
   0.36172
   0.28614
   0.65872
   1.57890
   2.57360
   0.54805
  -4.52298
  -3.92435
  -4.10749
  -5.20838
  -1.90085
  -3.84140
  -4.63962
  -4.77188
  -5.63567
  -4.28546
  -4.15420
  -4.19134
  -6.14363
  -5.10084
  -4.24897
  -5.23804
  -2.48380
  -4.80988
  -4.44071
  -3.99286
  -4.53000
  -4.08075
  -3.52507
  -4.09959
Metropolis acceptance rate for gamma = 0.22008



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.57521
   0.60035
   4.21094
  -0.57990
   1.37421
   1.51525
   0.49238
  -1.85400
   1.29825
   1.89830
  -0.65992
   1.99652
  -1.18050
  -1.19500
   0.73503
   2.17292
   0.37883
  -1.64136
  -0.25441
  -0.07571
   0.59488
   1.48905
   2.24517
   0.45516
  -4.58168
  -3.75272
  -4.53470
  -5.29876
  -2.84420
  -4.10996
  -4.67833
  -4.69580
  -6.16957
  -4.49555
  -4.12848
  -4.32592
  -5.06024
  -5.82026
  -4.66570
  -5.35716
  -3.54020
  -3.67199
  -4.07956
  -3.59167
  -4.71517
  -4.32981
  -3.36769
  -4.08285
Metropolis acceptance rate for gamma = 0.22012



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.42215
   0.96771
   4.66406
  -0.89312
   1.49674
   1.17258
   0.74244
  -1.07358
   1.35278
   2.06949
  -0.69574
   1.33591
  -1.16479
  -0.86941
   0.57562
   2.41049
   0.65530
  -2.18132
  -0.50200
  -0.09368
   0.33637
   1.12148
   2.63179
   0.29110
  -4.15482
  -3.62925
  -3.17972
  -4.71533
  -2.49470
  -3.74342
  -4.68558
  -4.21495
  -5.36906
  -4.78396
  -3.97737
  -4.28288
  -5.25863
  -5.84038
  -3.96735
  -5.75407
  -3.13968
  -3.80429
  -4.17054
  -3.81328
  -5.39297
  -4.44963
  -3.07180
  -3.96707
Metropolis acceptance rate for gamma = 0.22011



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.69658
   0.45317
   4.26479
  -0.95201
   1.26998
   1.06846
   0.34432
  -1.35568
   1.05014
   2.42139
  -0.98024
   1.57018
  -0.95666
  -0.66576
   0.42838
   1.75511
   0.60042
  -1.75627
  -0.42311
  -0.00175
   0.30867
   1.36461
   2.08462
   0.25234
  -4.52048
  -4.19656
  -3.91748
  -5.44120
  -2.70876
  -3.80125
  -4.88186
  -5.03291
  -5.77041
  -4.48326
  -4.13736
  -4.61942
  -5.81547
  -5.49292
  -4.52350
  -5.36997
  -3.29417
  -4.60796
  -4.48675
  -3.64648
  -4.38200
  -4.27665
  -3.87213
  -4.29215
Metropolis acceptance rate for gamma = 0.22005



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.48087
   1.40205
   4.65743
  -0.13537
   1.82282
   1.93615
   0.64372
  -1.39680
   1.64003
   1.93228
  -0.56436
   2.53410
  -0.68467
  -0.72980
   1.66717
   2.27690
   0.80787
  -1.41341
   0.30218
   0.60909
   1.00143
   1.84898
   2.77418
   0.76870
  -4.32994
  -3.66135
  -3.67925
  -5.20294
  -2.71426
  -3.95366
  -4.49149
  -4.53028
  -5.90757
  -4.71175
  -4.12291
  -4.09808
  -5.25709
  -5.96950
  -3.81529
  -5.13569
  -3.30548
  -4.05551
  -4.49649
  -3.35753
  -4.26067
  -4.30868
  -3.58497
  -4.12254
Metropolis acceptance rate for gamma = 0.22000



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.58468
   0.90705
   4.36114
  -0.47888
   2.03272
   1.43812
   0.73036
  -1.62027
   1.40959
   2.29164
  -0.86598
   2.58209
  -0.85815
  -0.51291
   0.76431
   2.08855
   0.62629
  -1.69655
  -0.22275
  -0.06363
   0.43013
   2.03023
   2.80577
   0.81991
  -4.10274
  -3.81086
  -4.07361
  -4.95349
  -2.37868
  -3.90480
  -4.68405
  -4.02390
  -5.95122
  -4.71852
  -4.16592
  -4.30579
  -5.72630
  -5.37327
  -4.40634
  -5.71351
  -2.96334
  -4.23688
  -4.59618
  -3.55505
  -3.88660
  -4.44164
  -3.80479
  -4.59128
Metropolis acceptance rate for gamma = 0.22004



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.50588
   0.84099
   3.73376
  -0.77709
   1.64215
   1.36725
   0.69865
  -1.18729
   1.00694
   1.39351
  -0.43774
   1.75776
  -1.03085
  -0.72343
   0.62277
   1.85537
   0.52746
  -1.79099
  -0.20564
   0.01380
   0.49683
   1.52423
   2.00807
   0.55193
  -4.15324
  -3.97963
  -3.57687
  -5.12928
  -2.47423
  -3.79721
  -4.74100
  -3.87442
  -5.90695
  -4.85184
  -4.14834
  -4.44222
  -5.21028
  -5.88028
  -4.03037
  -4.73259
  -2.93452
  -4.53194
  -4.08881
  -3.80079
  -4.93771
  -4.45994
  -3.57837
  -4.36441
Metropolis acceptance rate for gamma = 0.22006



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.63267
   0.69444
   3.86256
  -0.70617
   1.97255
   1.05817
   0.53470
  -1.30281
   1.21263
   1.93093
  -0.33073
   2.30900
  -0.81027
  -0.61427
   0.97636
   1.67960
   0.62276
  -1.98633
  -0.42239
   0.36220
   0.15308
   1.67573
   2.37559
   0.22446
  -4.97724
  -4.06073
  -3.93901
  -4.99684
  -2.87535
  -4.09586
  -4.76859
  -4.86357
  -5.64805
  -4.46572
  -4.31963
  -4.28960
  -5.55035
  -5.67056
  -4.35662
  -5.28356
  -3.75212
  -4.22288
  -4.56686
  -3.60836
  -5.04508
  -4.65198
  -3.21951
  -4.22766
Metropolis acceptance rate for gamma = 0.22009



MCMCoprobit iteration 950001 of 1050000 
beta = 
   5.09341
   0.50363
   3.37587
  -0.85871
   1.44887
   0.93652
   0.08972
  -2.13033
   1.13519
   1.53886
  -0.75242
   1.81969
  -1.01837
  -1.11759
  -0.00405
   1.34727
   0.59806
  -2.14289
  -0.42298
  -0.59424
   0.42075
   1.54361
   1.79912
  -0.09072
  -4.90712
  -4.18974
  -3.77366
  -5.78690
  -2.76113
  -4.39582
  -4.97353
  -4.92785
  -5.72411
  -5.24998
  -4.75052
  -5.40070
  -5.95669
  -6.53187
  -4.74429
  -5.97301
  -3.53344
  -4.56342
  -4.82227
  -4.23835
  -5.12410
  -5.01952
  -3.66950
  -4.94724
Metropolis acceptance rate for gamma = 0.22009



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.61619
   0.73406
   3.84086
  -0.51217
   1.65004
   1.67542
   0.75979
  -1.81799
   1.40658
   1.96224
  -0.95623
   2.76950
  -0.82800
  -0.67648
   0.59796
   1.84079
   0.69564
  -1.36728
   0.00372
   0.03006
   0.90308
   1.85613
   2.42266
   0.49614
  -4.38169
  -3.55281
  -3.78483
  -5.30847
  -2.53170
  -3.68285
  -4.69721
  -4.34638
  -5.45234
  -4.43056
  -4.16979
  -4.74911
  -5.50405
  -5.68137
  -4.45613
  -4.81183
  -3.15141
  -4.36105
  -4.32385
  -3.90292
  -4.54014
  -4.60168
  -3.33441
  -4.81504
Metropolis acceptance rate for gamma = 0.22008



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.45878
   0.59192
   3.95472
  -0.90080
   1.95880
   1.02954
   0.71597
  -1.03246
   1.23533
   1.48807
  -0.73567
   2.04700
  -1.03591
  -0.61884
   1.01955
   2.02175
   0.04106
  -1.32272
  -0.21094
  -0.16559
   0.29047
   1.49856
   2.10752
   0.67763
  -4.10866
  -3.52919
  -3.63285
  -5.23778
  -2.37048
  -4.27620
  -4.54761
  -4.77065
  -6.07911
  -4.09450
  -4.25523
  -4.36566
  -5.55258
  -5.40858
  -4.08501
  -6.27391
  -3.20649
  -4.52533
  -4.00169
  -3.48876
  -4.68949
  -4.27339
  -3.43496
  -4.01992
Metropolis acceptance rate for gamma = 0.22016



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.88062
   0.08345
   4.15588
  -1.22476
   1.42676
   0.68259
   0.66890
  -1.94088
   1.24091
   1.08323
  -0.95817
   1.89613
  -1.40480
  -1.17494
   0.98957
   1.43523
   0.23195
  -1.87102
  -0.84970
  -0.52111
  -0.04502
   1.48456
   2.51219
   0.12145
  -5.44201
  -4.37044
  -4.30954
  -6.07815
  -2.96682
  -3.97233
  -4.80436
  -5.20606
  -6.04368
  -4.15508
  -4.22370
  -4.46203
  -6.21396
  -5.65845
  -4.80773
  -5.55642
  -4.16863
  -4.48272
  -5.16453
  -4.06265
  -4.88724
  -4.78872
  -3.73056
  -4.60567
Metropolis acceptance rate for gamma = 0.22016



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.18259
   0.70092
   4.18118
  -0.51926
   1.77047
   1.43321
   1.11015
  -1.35073
   1.78008
   1.63072
  -0.27313
   2.00258
  -0.75697
  -0.82853
   0.58652
   1.87603
   0.71998
  -1.67985
  -0.16794
  -0.00812
   0.58797
   1.80189
   2.05922
   0.61682
  -4.21914
  -3.31367
  -3.83869
  -5.06621
  -1.91125
  -2.96986
  -4.15496
  -4.36712
  -5.58074
  -4.06529
  -3.80156
  -4.24718
  -5.44304
  -5.52158
  -3.74321
  -4.85916
  -3.26093
  -3.63315
  -4.12274
  -3.46806
  -4.53869
  -4.13241
  -2.78724
  -3.94185
Metropolis acceptance rate for gamma = 0.22019



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.46308
   0.26261
   4.35732
  -0.57589
   1.81297
   1.62940
   0.53074
  -1.58146
   1.15005
   2.31377
  -0.41049
   1.69357
  -0.97714
  -0.83036
   0.72413
   2.45139
   0.59226
  -1.69131
  -0.46045
   0.16320
   0.58068
   1.78073
   2.34431
   0.63607
  -4.90859
  -3.56197
  -3.97235
  -5.13733
  -2.97241
  -3.62134
  -4.39724
  -4.10506
  -6.01121
  -4.20619
  -3.81795
  -4.25046
  -5.18127
  -5.58209
  -4.07118
  -5.37942
  -2.61009
  -3.78987
  -4.54334
  -3.92180
  -4.70643
  -4.65732
  -3.14553
  -4.31437
Metropolis acceptance rate for gamma = 0.22015



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.99456
   0.94944
   4.25810
  -0.44432
   1.88683
   1.46626
   0.91857
  -1.68336
   1.29077
   2.74284
  -0.51942
   2.05411
  -0.34539
  -1.16571
   0.67479
   1.71030
   0.04377
  -2.21547
  -0.04618
  -0.21666
   0.29360
   1.52711
   2.06739
   0.99462
  -5.15846
  -4.19342
  -4.70933
  -5.65781
  -2.77757
  -4.06928
  -5.29738
  -5.27390
  -6.54740
  -4.49197
  -4.38815
  -5.05129
  -6.26052
  -5.70515
  -4.76078
  -5.52145
  -3.49989
  -4.38301
  -4.46824
  -4.09225
  -5.41116
  -4.92546
  -3.79038
  -4.49402
Metropolis acceptance rate for gamma = 0.22020



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.54667
   0.33319
   4.09273
  -0.56907
   1.79979
   1.25085
   0.67691
  -1.30358
   1.30987
   1.89325
  -0.65161
   2.32164
  -1.27694
  -1.36162
   0.34846
   1.84831
   0.38426
  -2.33930
  -0.29677
  -0.01181
   0.12474
   1.79175
   2.28783
   0.30669
  -4.44364
  -3.69641
  -3.46049
  -4.79165
  -3.05181
  -3.86933
  -4.67118
  -4.15077
  -5.42340
  -3.93350
  -4.32132
  -4.51683
  -6.21182
  -4.59996
  -4.28043
  -5.65558
  -2.85739
  -4.24750
  -4.43615
  -4.11833
  -4.94180
  -3.72409
  -3.25012
  -3.94297
Metropolis acceptance rate for gamma = 0.22020



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.78817
   1.19128
   3.46908
  -0.82630
   1.39952
   1.72545
   0.67782
  -1.45855
   1.55229
   2.14547
  -0.47314
   2.00533
  -1.12591
  -1.06317
   0.82375
   1.95529
   0.44426
  -1.40554
  -0.47727
  -0.12299
   0.35443
   1.52939
   2.31220
   0.71597
  -5.32862
  -4.22742
  -4.32692
  -5.70330
  -2.76774
  -3.84896
  -4.32687
  -5.40111
  -6.06415
  -4.74224
  -4.39806
  -4.57632
  -5.74143
  -5.38291
  -4.78051
  -5.15878
  -3.16982
  -4.16747
  -4.50730
  -3.89660
  -4.91522
  -4.67784
  -3.34800
  -4.37404
Metropolis acceptance rate for gamma = 0.22022



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.26102
   1.03534
   4.53804
  -0.38233
   1.81987
   1.44577
   0.77868
  -0.99153
   1.89048
   2.48796
  -0.43855
   2.50334
  -0.64885
  -0.73246
   1.19169
   2.14836
   1.05012
  -1.17644
   0.28308
   0.39475
   0.75160
   2.20190
   2.71308
   0.91977
  -4.12662
  -3.08321
  -3.05849
  -4.90853
  -2.28141
  -3.69777
  -4.13916
  -5.19782
  -5.13429
  -3.97881
  -3.60252
  -4.02909
  -4.72769
  -5.31401
  -4.20570
  -4.90651
  -2.86669
  -3.93176
  -3.98194
  -3.29954
  -3.98030
  -4.13976
  -3.27886
  -4.09080
Metropolis acceptance rate for gamma = 0.22021



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.22021
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(a4.M2.out, file="MM3.2.a4.M2.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1029.006    5.080 1121.830 
